#base_path <- "//home.kt.ktzh.ch/B117T23$/Desktop/Riskktaking/Data"
base_path <- "/Users/laurabazzigher/Documents/GitHub/risk_wvs/data/dataset/Data_S3"
library("dplyr")
library("tidyverse")
library("tidyr")
library("readxl")
if (!require("devtools")) install.packages("devtools")
devtools::install_github("aphp/rgho")
library(rgho)
risktaking <- read.csv(file.path(base_path, "gps_wvs_combined.csv"), header=TRUE, as.is=TRUE)
hardship_Original <- read.csv(file.path(base_path, "countryfacts_cleaned.csv"), header=TRUE, as.is=TRUE)
str(risktaking)
## 'data.frame': 229065 obs. of 8 variables:
## $ country : chr "Turkey" "Turkey" "Turkey" "Turkey" ...
## $ isocode : chr "TUR" "TUR" "TUR" "TUR" ...
## $ gender : int 1 1 1 0 0 0 1 0 0 0 ...
## $ age : num -0.931 0.497 -1.229 -1.05 -1.05 ...
## $ hardship_index: num 0.0781 0.0781 0.0781 0.0781 0.0781 ...
## $ risktaking : num 60.2 53.9 60.2 62.7 61.2 ...
## $ source : chr "gps" "gps" "gps" "gps" ...
## $ worldmap : chr "both" "both" "both" "both" ...
hardship_environment <- risktaking %>%
group_by(country, isocode) %>% # Gruppierung nach Land und ISO-Code
summarise(
avg_age = mean(age, na.rm = TRUE), # Durchschnittsalter, NA-Werte ignorieren
avg_hardship_index = mean(hardship_index, na.rm = TRUE), # Durchschnittlicher Hardship-Index
avg_risktaking = mean(risktaking, na.rm = TRUE), # Durchschnittliches Risikoverhalten
) %>%
rename(COUNTRY = isocode) %>% # Umbenennen von 'isocode' zu 'COUNTRY'
arrange(country) # Sortieren der Ergebnisse nach Land
hardship_Original <- hardship_Original %>%
rename(COUNTRY = code) %>%
select(COUNTRY, homiciderate, gdp, infantmortality, lifeexpectancy, gini, femalemale_primedu, hardship_index)
hardship_environment <- hardship_Original %>%
full_join(hardship_environment, by = "COUNTRY")
# Löschen aller Einträge zu "Serbia and Montenegro"
risktaking <- risktaking %>%
filter(country != "Serbia and Montenegro")
hardship_Finance <- hardship_environment %>%
filter(COUNTRY != "Serbia and Montenegro")
head(hardship_environment)
## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 AND -0.37932540 -1.0837948 -1.34931275 -1.2409599 -1.2724280
## 4 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 5 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 6 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.69804334 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.30657247 -0.30859746
## 3 -0.27552784 -0.93355812 Andorra -0.06025079 -0.93355812
## 4 -0.27552784 -0.03159187 Argentina 0.17942269 -0.03159187
## 5 0.01555433 -0.21638627 Armenia 0.28752726 -0.21638627
## 6 -0.29382066 -0.86695006 Australia 0.55954069 -0.86695006
## avg_risktaking
## 1 51.72412
## 2 53.03729
## 3 51.90591
## 4 48.60275
## 5 48.98472
## 6 49.05534
# Umformen des 'hardship_Original' Datensatzes
hardship_environment <- hardship_environment %>%
mutate(
HS_original_infantmortality = infantmortality,
HS_original_lifeexpectancy = lifeexpectancy,
e_original_gini = gini,
f_original_gini = gini,
c_original_homiciderate = homiciderate,
f_original_gdp = gdp,
HS_original_genderequality = femalemale_primedu
)
# Überprüfung der neuen Struktur
str(hardship_environment)
## 'data.frame': 106 obs. of 19 variables:
## $ COUNTRY : chr "AFG" "DZA" "AND" "ARG" ...
## $ homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ infantmortality : num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ femalemale_primedu : num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
## $ hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ country : chr "Afghanistan" "Algeria" "Andorra" "Argentina" ...
## $ avg_age : num -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
## $ avg_hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ avg_risktaking : num 51.7 53 51.9 48.6 49 ...
## $ HS_original_infantmortality: num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ HS_original_lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ e_original_gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ f_original_gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ c_original_homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ f_original_gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ HS_original_genderequality : num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
dimensions <- get_gho_dimensions()
gho_values <- get_gho_values("GHO")
# View(gho_values) # Öffnet die Werte in RStudio
# Beispiel: Suche nach "SA_0000001837"
gho_values[grepl("SA_0000001699", gho_values$Code), ]
## A 'GHO' object of 2 elements.
##
## Code Title
## 2154 SA_0000001699 Age limits off-premise sales
## 2155 SA_0000001699_ARCHIVED Age limits off-premise sales (archived)
e_exp_airdeath100k <- get_gho_data(code = "SDGAIRBODA") # Household and ambient air pollution attributable death rate (per 100 000 population, age-standardized)
e_exp_disaster <- get_gho_data(code = "SDGDISASTER") # Average death rate due to natural disasters (per 100 000 population)
e_exp_watersanithyg <- get_gho_data(code = "WSH_10") # Number of diarrhoea deaths from inadequate water, sanitation and hygiene
e_exp_watersanithyg100k <- get_gho_data(code = "WSH_3") # Water, sanitation and hygiene attributable deaths per 100'000 capita
e_oth_drinkingwater <- get_gho_data(code = "WSH_WATER_BASIC") # Population using at least basic drinking-water services (%)
e_oth_safewater <- get_gho_data(code = "WSH_WATER_SAFELY_MANAGED") # Population using safely managed drinking-water services (%)
#e_exp_airdeath <- get_gho_data(code = "AIR_35") # Household and ambient air pollution attributable deaths
#e_exp_airdaly <- get_gho_data(code = "AIR_60") # Household and ambient air pollution attributable DALYs
#e_oth_climatdeath100k <- get_gho_data(code = "CC_3") # Climate change attributable deaths per 100'000 capita
#e_exp_water <- get_gho_data(code = "WSH_10_WAT") # Number of diarrhoea deaths from inadequate water
#e_oth_climatdaly100k <- get_gho_data(code = "CC_4") # Climate change attributable DALYs per 100'000 capita
#e_oth_climatchilddeath100k <- get_gho_data(code = "CC_6") # Climate change attributable deaths per 100'000 children under 5 years
#e_oth_climatchilddaly100k <- get_gho_data(code = "CC_8") # Climate change attributable DALYs per 100'000 children under 5 years
#e_exp_noise <- get_gho_data(code = "OCC_14") # Occupational noise attributable DALYs per 100'000 capita
#e_oth_waterpoll <- get_gho_data(code = "WSH_DOMESTIC_WASTe_SAFELY_TREATED") # SDG 6.3.1 Proportion of safely treated domestic wastewater flows (%)
# Erste Zeilen der Daten anzeigen
#view(e_exp_airdeath100k)
#view(e_exp_disaster)
#view(e_exp_watersanithyg)
#view(e_exp_watersanithyg100k)
#view(e_oth_drinkingwater)
#view(e_oth_safewater)
#view(e_oth_climatstrategy)
e_oth_safewater <- e_oth_safewater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_oth_drinkingwater <- e_oth_drinkingwater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>% select(IndicatorCode, NumericValue, COUNTRY)
e_exp_watersanithyg <- e_exp_watersanithyg %>% select(IndicatorCode, NumericValue, COUNTRY, SEX, AGEGROUP)
e_exp_disaster <- e_exp_disaster %>% select(IndicatorCode, Value, COUNTRY, YEAR)
e_exp_airdeath100k <- e_exp_airdeath100k %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, SEX, GHECAUSE)
#view(e_exp_airdeath100k)
#head(e_oth_safewater)
#str(e_exp_disaster)
#head(e_oth_drinkingwater)
#head(e_exp_watersanithyg100k)
#head(e_exp_watersanithyg)
#head(e_exp_disaster)
#head(e_exp_airdeath100k)
# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_safewater <- e_oth_safewater %>%
mutate(NumericValue = as.numeric(NumericValue))
# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_safewater <- e_oth_safewater %>%
filter(!is.na(COUNTRY))
# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_safewater <- e_oth_safewater %>%
filter(RESIDENCEAREATYPE == "TOTL")
# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_safewater <- e_oth_safewater %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue) # Jahre als Spalten
# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_safewater <- e_oth_safewater %>%
mutate(
e_oth_safewater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE)
)
# Überprüfen der Ergebnisse
head(e_oth_safewater)
## # A tibble: 6 × 25
## COUNTRY `2013` `2014` `2009` `2012` `2005` `2017` `2002` `2010` `2000` `2019`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 MAR 62.6 65.7 50.6 59.5 43.8 71.5 42.4 53.5 41.5 73.6
## 2 MWI 12.5 13.1 10.6 12.0 8.87 14.7 7.68 11.1 6.93 15.9
## 3 ALB 68.5 70.6 60.3 66.4 52.6 70.6 49.0 62.3 49.1 70.7
## 4 SUR 54.3 54.5 53.5 54.1 52.7 55.1 52.1 53.7 51.6 55.5
## 5 POL 92.4 92.0 93.5 92.7 92.0 91.0 NA 93.2 NA 90.3
## 6 LVA 94.6 94.8 93.4 94.3 92.6 95.7 92.4 93.7 92.4 96.3
## # ℹ 14 more variables: `2018` <dbl>, `2008` <dbl>, `2015` <dbl>, `2007` <dbl>,
## # `2003` <dbl>, `2020` <dbl>, `2016` <dbl>, `2011` <dbl>, `2021` <dbl>,
## # `2006` <dbl>, `2022` <dbl>, `2004` <dbl>, `2001` <dbl>,
## # e_oth_safewater <dbl>
# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_drinkingwater <- e_oth_drinkingwater %>%
mutate(NumericValue = as.numeric(NumericValue))
# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
filter(!is.na(COUNTRY))
# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_drinkingwater <- e_oth_drinkingwater %>%
filter(RESIDENCEAREATYPE == "TOTL")
# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_drinkingwater <- e_oth_drinkingwater %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue) # Jahre als Spalten
# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
mutate(
e_oth_drinkingwater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE) # Durchschnitt berechnen
)
# Überprüfen der Ergebnisse
head(e_oth_drinkingwater)
## # A tibble: 6 × 25
## COUNTRY `2020` `2009` `2005` `2007` `2001` `2021` `2006` `2015` `2013` `2008`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 GIN 68.9 56.3 53.5 54.9 50.7 70.2 54.2 62.8 60.5 55.6
## 2 CHL 100 98.1 97.1 97.6 96.1 100 97.4 99.5 99.0 97.8
## 3 SUR 98.0 93.1 91.4 92.2 89.5 98.0 91.8 95.7 94.9 92.7
## 4 GRC 100 99.9 99.8 99.9 99.7 100 99.8 100 100. 99.9
## 5 GMB 84.5 77.9 75.4 76.6 72.8 85.1 76.0 81.5 80.3 77.2
## 6 SGP 100 100 100 100 100 100 100 100 100 100
## # ℹ 14 more variables: `2022` <dbl>, `2003` <dbl>, `2011` <dbl>, `2017` <dbl>,
## # `2019` <dbl>, `2000` <dbl>, `2002` <dbl>, `2004` <dbl>, `2014` <dbl>,
## # `2016` <dbl>, `2010` <dbl>, `2018` <dbl>, `2012` <dbl>,
## # e_oth_drinkingwater <dbl>
# Umbenennen der Spalte NumericValue in e_exp_watersanithyg100k
# Sicherstellen, dass NumericValue numerisch ist
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
mutate(NumericValue = as.numeric(NumericValue))
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
rename(e_exp_watersanithyg100k = NumericValue)
# Überprüfen der Änderungen
head(e_exp_watersanithyg100k)
## A 'GHO' object of 6 elements.
##
## IndicatorCode e_exp_watersanithyg100k COUNTRY
## 1 WSH_3 68.53 STP
## 2 WSH_3 20.17 TUV
## 3 WSH_3 0.16 AUT
## 4 WSH_3 23.76 MHL
## 5 WSH_3 298.22 AGO
## 6 WSH_3 0.04 LVA
# 1. NumericValue in numerische Werte umwandeln und Spalte umbenennen
e_exp_watersanithyg <- e_exp_watersanithyg %>%
mutate(e_exp_watersanithyg = as.numeric(NumericValue)) %>% # Umwandlung in numerisch
select(-NumericValue) # Entfernen der alten Spalte NumericValue
# 2. Auswahl von SEX == "BTSX"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
filter(SEX == "BTSX")
# 3. Auswahl von AGEGROUP == "YEARSALL"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
filter(AGEGROUP == "YEARSALL")
# Überprüfen der Änderungen
head(e_exp_watersanithyg)
## A 'GHO' object of 6 elements.
##
## IndicatorCode COUNTRY SEX AGEGROUP e_exp_watersanithyg
## 1 WSH_10 AUT BTSX YEARSALL 27
## 2 WSH_10 PHL BTSX YEARSALL 4172
## 3 WSH_10 MOZ BTSX YEARSALL 9964
## 4 WSH_10 SRB BTSX YEARSALL 87
## 5 WSH_10 FIN BTSX YEARSALL 3
## 6 WSH_10 JPN BTSX YEARSALL 482
library(dplyr)
library(tidyr)
# 1. Spalte `Value` in numerische Werte umwandeln
e_exp_disaster <- e_exp_disaster %>%
mutate(Value = as.numeric(Value))
# 2. Jahre in Spalten umwandeln
e_exp_disaster <- e_exp_disaster %>%
pivot_wider(names_from = YEAR, values_from = Value)
# 3. Durchschnitt von 2005 bis 2014 berechnen und ggf. über alle Jahre mitteln
e_exp_disaster <- e_exp_disaster %>%
rowwise() %>%
mutate(
Avg_2005_2014 = mean(c_across(`2005`:`2014`), na.rm = TRUE), # Durchschnitt von 2005 bis 2014
e_exp_disaster = ifelse(
all(is.na(c_across(`2005`:`2014`))), # Wenn keine Daten von 2005 bis 2014 vorhanden sind
mean(c_across(where(is.numeric)), na.rm = TRUE), # Durchschnitt über alle Jahre
Avg_2005_2014 # Ansonsten bleibt der Durchschnitt von 2005 bis 2014
)
) %>%
ungroup()
# Überprüfung der Änderungen
head(e_exp_disaster)
## # A tibble: 6 × 21
## IndicatorCode COUNTRY `2019` `2007` `2005` `2016` `2006` `2011` `2008` `2014`
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 SDGDISASTER DZA 0.03 0.18 0.36 0 0.03 0.08 0.24 0
## 2 SDGDISASTER SYR NA 0.76 0.13 NA 0.36 NA 1.15 NA
## 3 SDGDISASTER CHE 9.01 5.89 6.76 3.2 5.83 4.96 5.76 3.77
## 4 SDGDISASTER THA NA NA NA 0.26 NA NA NA NA
## 5 SDGDISASTER UGA NA 0.93 NA 0.27 1.36 2.26 0.67 0.23
## 6 SDGDISASTER ECU 0 0.25 NA 3.95 0.59 0 1.25 0
## # ℹ 11 more variables: `2021` <dbl>, `2018` <dbl>, `2012` <dbl>, `2009` <dbl>,
## # `2015` <dbl>, `2013` <dbl>, `2010` <dbl>, `2020` <dbl>, `2017` <dbl>,
## # Avg_2005_2014 <dbl>, e_exp_disaster <dbl>
library(dplyr)
library(tidyr)
# 1. Spalte NumericValue in numerische Werte umwandeln
e_exp_airdeath100k <- e_exp_airdeath100k %>%
mutate(NumericValue = as.numeric(NumericValue))
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(!is.na(COUNTRY))
# 2. Auswahl von BTSX in der Spalte SEX
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(SEX == "BTSX")
# 3. Überprüfung und Auswahl von GHE000000
countries_with_GHE000000 <- e_exp_airdeath100k %>%
filter(GHECAUSE == "GHE000000") %>%
pull(COUNTRY) %>%
unique()
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(
COUNTRY %in% countries_with_GHE000000, # Nur Länder mit GHE000000 behalten
GHECAUSE == "GHE000000" # Nur GHE000000 behalten
)
# 4. Jahre in separate Spalten ausweisen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue)
# 5. Durchschnitt zwischen 2005 und 2014 berechnen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
rowwise() %>%
mutate(
Avg_2005_2014 = mean(c_across(`2010`:`2014`), na.rm = TRUE), # Durchschnitt 2005–2014
e_exp_airdeath100k = ifelse(
all(is.na(c_across(`2010`:`2014`))), # Wenn keine Werte von 2005–2014
mean(c_across(where(is.numeric)), na.rm = TRUE), # Durchschnitt über alle Jahre
Avg_2005_2014 # Ansonsten 2005–2014 Durchschnitt
)
) %>%
ungroup()
# Überprüfen der Änderungen
head(e_exp_airdeath100k)
## # A tibble: 6 × 13
## COUNTRY `2010` `2015` `2011` `2016` `2018` `2019` `2017` `2014` `2012` `2013`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 AUT 25.1 22.0 24.4 19.5 19.6 17.5 19.6 20.4 23.0 22.5
## 2 JPN 17.9 14.9 17.7 14.4 12.4 11.8 13.2 15.8 16.0 16.4
## 3 MNE 128. 126. 131. 125. 123. 115. 125. 126. 129. 126.
## 4 SWE 14.8 10.4 14.8 8.72 8.68 8.08 8.49 10.3 13.1 11.6
## 5 SGP 31.4 26.5 29.0 24.7 22.7 23.4 24.6 27.5 27.0 28.0
## 6 HTI 225. 223. 230. 220. 215. 210. 218. 225. 230. 225.
## # ℹ 2 more variables: Avg_2005_2014 <dbl>, e_exp_airdeath100k <dbl>
library("WDI")
# Suche nach Indikatoren, die das Wort "unemployment" enthalten
search_results <- WDIsearch(string = "Rule of Law", field = "name")
# Anzeigen der Suchergebnisse
print(search_results)
## indicator
## 7894 GV.RULE.LW.ES
## 7895 GV.RULE.LW.NO
## 7896 GV.RULE.LW.SE
## 10923 MO.INDEX.SRLW.XQ
## 14897 RL.EST
## 14898 RL.NO.SRC
## 14899 RL.PER.RNK
## 14900 RL.PER.RNK.LOWER
## 14901 RL.PER.RNK.UPPER
## 14902 RL.STD.ERR
## name
## 7894 Rule of Law (estimate)
## 7895 Rule of Law (number off surveys/polls)
## 7896 Rule of Law (standard error)
## 10923 Safety and Rule of Law
## 14897 Rule of Law: Estimate
## 14898 Rule of Law: Number of Sources
## 14899 Rule of Law: Percentile Rank
## 14900 Rule of Law: Percentile Rank, Lower Bound of 90% Confidence Interval
## 14901 Rule of Law: Percentile Rank, Upper Bound of 90% Confidence Interval
## 14902 Rule of Law: Standard Error
countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")
indicators <- c("SI.POV.GINI")
# Daten abrufen
e_ses_gini <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)
# Spalten umbenennen
e_ses_gini <- e_ses_gini %>%
rename(e_ses_gini = SI.POV.GINI) # Control of Corruption (estimate)
# Daten transformieren: Jahre als Spalten darstellen
e_ses_gini <- e_ses_gini %>%
pivot_wider(names_from = year, values_from = e_ses_gini)
# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_gini <- e_ses_gini %>%
mutate(e_ses_gini = rowMeans(select(., starts_with("20")), na.rm = TRUE))
# Rename iso3c to COUNTRY
e_ses_gini <- e_ses_gini %>%
rename(COUNTRY = iso3c)
# Werte mit 0 oder NaN durch NA ersetzen
e_ses_gini <- e_ses_gini %>%
mutate(e_ses_gini = case_when(
is.nan(e_ses_gini) ~ NA_real_,
e_ses_gini == 0 ~ NA_real_,
TRUE ~ e_ses_gini
))
# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_gini)
countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")
indicators <- c("ER.H2O.FWTL.ZS")
# Daten abrufen
e_ses_water <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)
# Spalten umbenennen
e_ses_water <- e_ses_water %>%
rename(e_ses_water = `ER.H2O.FWTL.ZS`)
# Daten transformieren: Jahre als Spalten darstellen
e_ses_water <- e_ses_water %>%
pivot_wider(names_from = year, values_from = e_ses_water)
# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_water <- e_ses_water %>%
mutate(e_ses_water = rowMeans(select(., starts_with("20")), na.rm = TRUE))
# Rename iso3c to COUNTRY
e_ses_water <- e_ses_water %>%
rename(COUNTRY = iso3c)
# Werte mit 0 oder NaN durch NA ersetzen
e_ses_water <- e_ses_water %>%
mutate(e_ses_water = case_when(
is.nan(e_ses_water) ~ NA_real_,
e_ses_water == 0 ~ NA_real_,
TRUE ~ e_ses_water
))
# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_water)
hardship_environment <- left_join(hardship_environment, e_oth_safewater[, c("COUNTRY", "e_oth_safewater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_oth_drinkingwater[, c("COUNTRY", "e_oth_drinkingwater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg100k[, c("COUNTRY", "e_exp_watersanithyg100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg[, c("COUNTRY", "e_exp_watersanithyg")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_disaster[, c("COUNTRY", "e_exp_disaster")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_airdeath100k[, c("COUNTRY", "e_exp_airdeath100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_gini[, c("COUNTRY", "e_ses_gini")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_unemployment[, c("COUNTRY", "e_ses_unemployment")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_school[, c("COUNTRY", "e_ses_school")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_water[, c("COUNTRY", "e_ses_water")], by = "COUNTRY")
head(hardship_environment)
## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 AND -0.37932540 -1.0837948 -1.34931275 -1.2409599 -1.2724280
## 4 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 5 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 6 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.69804334 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.30657247 -0.30859746
## 3 -0.27552784 -0.93355812 Andorra -0.06025079 -0.93355812
## 4 -0.27552784 -0.03159187 Argentina 0.17942269 -0.03159187
## 5 0.01555433 -0.21638627 Armenia 0.28752726 -0.21638627
## 6 -0.29382066 -0.86695006 Australia 0.55954069 -0.86695006
## avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1 51.72412 2.37578109 4.0022569
## 2 53.03729 0.67575023 -0.4367913
## 3 51.90591 -1.34931275 -1.2409599
## 4 48.60275 -0.07668981 -0.4796043
## 5 48.98472 0.18958519 -0.1468729
## 6 49.05534 -1.21803875 -1.1806477
## e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1 -0.9956570 -0.9956570 0.73081567 2.2360657
## 2 -1.2221060 -1.2221060 -0.94251429 0.3486396
## 3 -1.2724280 -1.2724280 -0.37932540 -1.0837948
## 4 0.6272279 0.6272279 0.30124250 -0.2861997
## 5 -1.5240381 -1.5240381 0.06070368 0.1067501
## 6 -0.3792123 -0.3792123 -1.04808642 -1.0818945
## HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1 8.81084638 19.29776 49.65501
## 2 -0.27456306 74.96667 92.19125
## 3 -0.27552784 90.64000 100.00000
## 4 -0.27552784 NA 97.69833
## 5 0.01555433 83.13354 97.85505
## 6 -0.29382066 NA 99.85179
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1 282.40 4121 0.3400000 288.63538
## 2 24.60 610 0.1183333 51.56638
## 3 0.54 NA NA NA
## 4 0.84 279 2.2083333 32.72163
## 5 4.56 5 12.7216667 84.18000
## 6 0.12 52 0.1200000 9.62950
## e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1 NA 7.8486 0.6151610 43.015907
## 2 27.60000 11.3737 0.9936571 66.042586
## 3 NA NA NA NA
## 4 44.00000 8.3015 1.0390530 12.428502
## 5 30.52000 15.7786 1.0091329 39.753608
## 6 34.83333 5.1272 NA 3.287998
# Auswahl aller Spalten, die mit "F_" beginnen
missing_countries <- grep("^e_", names(hardship_environment), value = TRUE)
# Berechnung des Prozentsatzes der fehlenden Werte pro Land
missing_percentages <- hardship_environment %>%
select(country, all_of(missing_countries)) %>%
group_by(country) %>%
summarise_each(funs(sum(is.na(.)) / n() * 100), all_of(missing_countries)) %>%
mutate(average_missing = rowMeans(select(., -country), na.rm = TRUE)) %>%
arrange(desc(average_missing)) # Sortiert die Daten absteigend nach dem durchschnittlichen Prozentsatz der fehlenden Werte
# Ausgabe der Ergebnisse
print(missing_percentages)
## # A tibble: 106 × 13
## country e_original_gini e_oth_safewater e_oth_drinkingwater
## <chr> <dbl> <dbl> <dbl>
## 1 Serbia and Montenegro 100 100 100
## 2 Taiwan 0 100 100
## 3 <NA> 0 100 100
## 4 Andorra 0 0 0
## 5 Libya 0 100 0
## 6 Haiti 0 100 0
## 7 Kuwait 0 0 0
## 8 Palestine 0 0 0
## 9 Saudi Arabia 0 100 0
## 10 Trinidad and Tobago 0 100 0
## # ℹ 96 more rows
## # ℹ 9 more variables: e_exp_watersanithyg100k <dbl>, e_exp_watersanithyg <dbl>,
## # e_exp_disaster <dbl>, e_exp_airdeath100k <dbl>, e_ses_gini <dbl>,
## # e_ses_unemployment <dbl>, e_ses_school <dbl>, e_ses_water <dbl>,
## # average_missing <dbl>
# Länder HKG, RAW und TWN aus dem Datensatz entfernen
hardship_environment <- hardship_environment %>%
filter(!COUNTRY %in% c("TWN", "AND"))
hardship_environment <- hardship_environment %>%
filter(!country %in% c("Serbia and Montenegro"))
head(hardship_environment)
## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 4 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 5 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## 6 AUT -1.48343702 -1.1603490 -1.13911760 -1.0649213 -0.8950129
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.6980433 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.3065725 -0.30859746
## 3 -0.27552784 -0.03159187 Argentina 0.1794227 -0.03159187
## 4 0.01555433 -0.21638627 Armenia 0.2875273 -0.21638627
## 5 -0.29382066 -0.86695006 Australia 0.5595407 -0.86695006
## 6 0.06355315 -0.94654744 Austria 0.6472993 -0.94654744
## avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1 51.72412 2.37578109 4.0022569
## 2 53.03729 0.67575023 -0.4367913
## 3 48.60275 -0.07668981 -0.4796043
## 4 48.98472 0.18958519 -0.1468729
## 5 49.05534 -1.21803875 -1.1806477
## 6 48.54463 -1.13911760 -1.0649213
## e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1 -0.9956570 -0.9956570 0.73081567 2.2360657
## 2 -1.2221060 -1.2221060 -0.94251429 0.3486396
## 3 0.6272279 0.6272279 0.30124250 -0.2861997
## 4 -1.5240381 -1.5240381 0.06070368 0.1067501
## 5 -0.3792123 -0.3792123 -1.04808642 -1.0818945
## 6 -0.8950129 -0.8950129 -1.48343702 -1.1603490
## HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1 8.81084638 19.29776 49.65501
## 2 -0.27456306 74.96667 92.19125
## 3 -0.27552784 NA 97.69833
## 4 0.01555433 83.13354 97.85505
## 5 -0.29382066 NA 99.85179
## 6 0.06355315 98.38037 100.00000
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1 282.40 4121 0.34000000 288.63538
## 2 24.60 610 0.11833333 51.56638
## 3 0.84 279 2.20833333 32.72163
## 4 4.56 5 12.72166667 84.18000
## 5 0.12 52 0.12000000 9.62950
## 6 0.16 27 0.07166667 20.98988
## e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1 NA 7.8486 0.6151610 43.015907
## 2 27.60000 11.3737 0.9936571 66.042586
## 3 44.00000 8.3015 1.0390530 12.428502
## 4 30.52000 15.7786 1.0091329 39.753608
## 5 34.83333 5.1272 NA 3.287998
## 6 30.37000 5.0950 0.9691420 6.304407
hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_original_gini, e_oth_safewater, e_oth_drinkingwater, e_exp_watersanithyg100k, e_exp_watersanithyg, e_exp_disaster, e_exp_airdeath100k, e_ses_gini, e_ses_unemployment, e_ses_school, e_ses_water)
str(hardship_Finance)
## 'data.frame': 105 obs. of 12 variables:
## $ COUNTRY : chr "AFG" "DZA" "AND" "ARG" ...
## $ homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ infantmortality : num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ femalemale_primedu: num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
## $ hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ country : chr "Afghanistan" "Algeria" "Andorra" "Argentina" ...
## $ avg_age : num -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
## $ avg_hardship_index: num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ avg_risktaking : num 51.7 53 51.9 48.6 49 ...
# Laden des Pakets
library(mice)
# Little's MCAR-Test durchführen
mcar_test <- mice::md.pattern(hardship_environment, plot = TRUE)
# Ausgabe des Testergebnisses
print(mcar_test)
## COUNTRY e_original_gini e_ses_unemployment country avg_risktaking
## 47 1 1 1 1 1
## 16 1 1 1 1 1
## 11 1 1 1 1 1
## 4 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 3 1 1 1 1 1
## 3 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 4 1 1 1 1 1
## 2 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 0 0
## 0 0 0 1 1
## e_oth_drinkingwater e_exp_watersanithyg e_ses_water e_exp_airdeath100k
## 47 1 1 1 1
## 16 1 1 1 1
## 11 1 1 1 1
## 4 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 3 1 1 1 1
## 3 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 4 1 1 1 1
## 2 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 0
## 1 1 1 1 0
## 1 1 1 1 0
## 1 1 1 0 1
## 1 1 0 1 0
## 1 0 0 0 0
## 1 2 2 5
## e_exp_disaster e_ses_school e_ses_gini e_exp_watersanithyg100k
## 47 1 1 1 1
## 16 1 1 1 1
## 11 1 1 1 0
## 4 1 1 0 1
## 1 1 1 0 1
## 1 1 1 0 0
## 1 1 1 0 0
## 3 1 0 1 1
## 3 1 0 1 1
## 1 1 0 0 1
## 1 1 0 0 1
## 4 0 1 1 1
## 2 0 1 1 0
## 1 0 1 0 1
## 1 0 0 1 1
## 1 1 1 1 1
## 1 1 0 1 1
## 1 0 1 0 0
## 1 1 1 0 0
## 1 1 1 1 0
## 1 0 1 0 0
## 10 10 13 19
## e_oth_safewater
## 47 1 0
## 16 0 1
## 11 1 1
## 4 1 1
## 1 0 2
## 1 1 2
## 1 0 3
## 3 1 1
## 3 0 2
## 1 1 2
## 1 0 3
## 4 1 1
## 2 1 2
## 1 1 2
## 1 0 3
## 1 1 1
## 1 1 2
## 1 0 5
## 1 1 3
## 1 1 3
## 1 0 10
## 25 89
# Installieren des naniar Pakets, falls noch nicht geschehen
if (!require("naniar")) install.packages("naniar")
# Laden des Pakets
library(naniar)
# Durchführung von Little's MCAR-Test (ähnlich)
mcar_test <- naniar::mcar_test(hardship_environment)
# Ausgabe des Testergebnisses
print(mcar_test)
## # A tibble: 1 × 4
## statistic df p.value missing.patterns
## <dbl> <dbl> <dbl> <int>
## 1 221. 230 0.652 21
library(mice)
library(VIM)
aggr_plot <- aggr(hardship_environment, col = c('navyblue', 'red'), numbers = TRUE, sortVars = TRUE,
labels = names(hardship_environment), cex.axis = 0.7, gap = 3, ylab = c("Missing Data", "Pattern"))
##
## Variables sorted by number of missings:
## Variable Count
## e_oth_safewater 0.242718447
## e_exp_watersanithyg100k 0.184466019
## e_ses_gini 0.126213592
## e_exp_disaster 0.097087379
## e_ses_school 0.097087379
## e_exp_airdeath100k 0.048543689
## e_exp_watersanithyg 0.019417476
## e_ses_water 0.019417476
## country 0.009708738
## avg_risktaking 0.009708738
## e_oth_drinkingwater 0.009708738
## COUNTRY 0.000000000
## e_original_gini 0.000000000
## e_ses_unemployment 0.000000000
vis_miss(hardship_environment)
# Berechnung des Anteils fehlender Werte für jede Variable
missing_percentages <- sapply(hardship_environment, function(x) {
sum(is.na(x)) / length(x) * 100
})
# Ausgabe der Ergebnisse
missing_percentages
## COUNTRY country avg_risktaking
## 0.0000000 0.9708738 0.9708738
## e_original_gini e_oth_safewater e_oth_drinkingwater
## 0.0000000 24.2718447 0.9708738
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 18.4466019 1.9417476 9.7087379
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 4.8543689 12.6213592 0.0000000
## e_ses_school e_ses_water
## 9.7087379 1.9417476
# Darstellung der Ergebnisse in einem Dataframe
missing_summary <- data.frame(
Variable = names(missing_percentages),
MissingPercentage = missing_percentages
)
# Sortiere die Variablen nach dem Prozentsatz der fehlenden Werte
missing_summary <- missing_summary[order(-missing_summary$MissingPercentage), ]
# Ausgabe der Tabelle
print(missing_summary)
## Variable MissingPercentage
## e_oth_safewater e_oth_safewater 24.2718447
## e_exp_watersanithyg100k e_exp_watersanithyg100k 18.4466019
## e_ses_gini e_ses_gini 12.6213592
## e_exp_disaster e_exp_disaster 9.7087379
## e_ses_school e_ses_school 9.7087379
## e_exp_airdeath100k e_exp_airdeath100k 4.8543689
## e_exp_watersanithyg e_exp_watersanithyg 1.9417476
## e_ses_water e_ses_water 1.9417476
## country country 0.9708738
## avg_risktaking avg_risktaking 0.9708738
## e_oth_drinkingwater e_oth_drinkingwater 0.9708738
## COUNTRY COUNTRY 0.0000000
## e_original_gini e_original_gini 0.0000000
## e_ses_unemployment e_ses_unemployment 0.0000000
# Überprüfe, ob alle Variablen tatsächlich numerisch sind
sapply(hardship_environment, function(x) all(is.numeric(x)))
## COUNTRY country avg_risktaking
## FALSE FALSE TRUE
## e_original_gini e_oth_safewater e_oth_drinkingwater
## TRUE TRUE TRUE
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## TRUE TRUE TRUE
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## TRUE TRUE TRUE
## e_ses_school e_ses_water
## TRUE TRUE
# Erstelle einen Methoden-Vektor
methods <- rep("none", ncol(hardship_environment))
names(methods) <- colnames(hardship_environment)
# Weisen den relevanten Spalten Imputationsmethoden zu
methods["e_original_gini"] <- "pmm" # Numerisch
methods["e_oth_safewater"] <- "pmm" # Numerisch
methods["e_exp_watersanithyg100k"] <- "pmm" # Numerisch
methods["e_ses_gini"] <- "pmm" # Numerisch
methods["e_ses_school"] <- "pmm" # Numerisch
methods["e_exp_disaster"] <- "pmm" # Numerisch
methods["e_exp_airdeath100k"] <- "pmm" # Numerisch
methods["e_exp_watersanithyg"] <- "pmm" # Numerisch
methods["e_ses_water"] <- "pmm" # Numerisch
methods["e_oth_drinkingwater"] <- "pmm" # Numerisch
methods["e_ses_unemployment"] <- "pmm" # Numerisch
# Auswahl nur der numerischen Spalten
hardship_environment_numeric <- hardship_environment %>%
select(where(is.numeric)) %>%
select(-avg_risktaking)
# Durchführung der Imputation nur für die numerischen Spalten
library(mice)
imputed_data <- mice(
hardship_environment_numeric,
m = 20, # 5 vollständige Datensätze erzeugen
maxit = 50, # Maximale Iterationen
seed = 123 # Reproduzierbarkeit
)
##
## iter imp variable
## 1 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
# Zusammenfassung der Imputationsergebnisse
summary(imputed_data)
## Class: mids
## Number of multiple imputations: 20
## Imputation methods:
## e_original_gini e_oth_safewater e_oth_drinkingwater
## "" "pmm" "pmm"
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## "pmm" "pmm" "pmm"
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## "pmm" "pmm" ""
## e_ses_school e_ses_water
## "pmm" "pmm"
## PredictorMatrix:
## e_original_gini e_oth_safewater e_oth_drinkingwater
## e_original_gini 0 1 1
## e_oth_safewater 1 0 1
## e_oth_drinkingwater 1 1 0
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 1 1 1
## e_exp_watersanithyg100k e_exp_watersanithyg
## e_original_gini 1 1
## e_oth_safewater 1 1
## e_oth_drinkingwater 1 1
## e_exp_watersanithyg100k 0 1
## e_exp_watersanithyg 1 0
## e_exp_disaster 1 1
## e_exp_disaster e_exp_airdeath100k e_ses_gini
## e_original_gini 1 1 1
## e_oth_safewater 1 1 1
## e_oth_drinkingwater 1 1 1
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 0 1 1
## e_ses_unemployment e_ses_school e_ses_water
## e_original_gini 1 1 1
## e_oth_safewater 1 1 1
## e_oth_drinkingwater 1 1 1
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 1 1 1
# Zugriff auf den ersten vollständig imputierten Datensatz
completed_data <- complete(imputed_data, 1)
# Überprüfung der Struktur des vollständigen Datensatzes
str(completed_data)
## 'data.frame': 103 obs. of 11 variables:
## $ e_original_gini : num -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num 19.3 75 92.4 83.1 99.9 ...
## $ e_oth_drinkingwater : num 49.7 92.2 97.7 97.9 99.9 ...
## $ e_exp_watersanithyg100k: num 282.4 24.6 0.84 4.56 0.12 ...
## $ e_exp_watersanithyg : num 4121 610 279 5 52 ...
## $ e_exp_disaster : num 0.34 0.118 2.208 12.722 0.12 ...
## $ e_exp_airdeath100k : num 288.64 51.57 32.72 84.18 9.63 ...
## $ e_ses_gini : num 27.7 27.6 44 30.5 34.8 ...
## $ e_ses_unemployment : num 7.85 11.37 8.3 15.78 5.13 ...
## $ e_ses_school : num 0.615 0.994 1.039 1.009 0.955 ...
## $ e_ses_water : num 43.02 66.04 12.43 39.75 3.29 ...
imputed_data$imp$e_oth_safewater # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7
## 3 92.359818 92.540180 89.25108 92.359818 82.591372 83.133540 100.000000
## 5 99.947095 98.137902 74.96667 95.711932 94.185688 95.711932 95.172765
## 10 26.774252 51.694520 51.93740 51.251137 54.889830 62.537050 51.694520
## 12 25.038652 57.663335 38.98712 26.774252 45.346410 51.937398 57.663335
## 15 19.297757 11.139485 25.03865 21.028092 25.038652 6.932845 22.067440
## 17 19.297757 22.067440 28.21305 7.873342 7.873342 21.028092 19.297757
## 20 54.889830 54.889830 51.93740 51.937398 51.694520 57.663335 26.774252
## 27 99.535147 99.474540 99.47454 99.535147 99.559905 99.559905 99.559905
## 37 19.297757 11.139485 45.34641 19.297757 28.213052 19.297757 11.139485
## 38 55.406393 54.889830 46.29138 71.335555 38.987115 64.941133 26.774252
## 40 62.537050 7.873342 19.29776 6.932845 19.297757 19.297757 7.873342
## 49 6.932845 22.067440 19.29776 28.213052 19.297757 11.139485 7.873342
## 53 97.781015 99.982063 99.98206 99.474540 77.910732 99.535147 99.559905
## 57 22.067440 38.987115 11.13949 45.346410 57.663335 45.346410 45.346410
## 75 19.297757 28.213052 21.02809 22.067440 19.297757 28.213052 19.297757
## 76 99.982063 95.711932 97.78101 99.982063 55.008600 99.474540 98.212498
## 80 51.251137 88.474128 63.05255 48.469347 51.937398 46.291380 75.280042
## 88 82.591372 77.910732 76.43349 83.167305 83.167305 74.644730 88.474128
## 89 79.156070 83.167305 63.05255 79.156070 77.910732 83.133540 83.167305
## 91 100.000000 87.737930 83.13354 74.644730 88.474128 79.156070 74.966673
## 94 98.212498 99.535147 99.98206 97.781015 99.474540 97.781015 99.559905
## 97 92.359818 81.845195 89.25108 92.359818 92.359818 92.359818 100.000000
## 99 71.335555 77.910732 64.94113 71.335555 77.910732 79.156070 75.280042
## 101 21.028092 22.067440 25.03865 19.297757 6.932845 22.067440 11.139485
## 102 21.028092 11.139485 28.21305 11.139485 19.297757 28.213052 19.297757
## 8 9 10 11 12 13 14
## 3 94.867207 100.000000 92.35982 55.008600 76.433487 92.359818 89.251077
## 5 96.700000 99.559905 97.39474 94.185688 99.947095 95.711932 64.079782
## 10 54.889830 57.663335 46.29138 54.889830 54.889830 51.694520 57.663335
## 12 45.346410 22.067440 26.77425 45.346410 28.213052 51.937398 11.139485
## 15 21.028092 19.297757 28.21305 11.139485 19.297757 19.297757 19.297757
## 17 28.213052 8.508572 11.13949 6.932845 21.028092 21.028092 11.139485
## 20 26.774252 57.663335 51.69452 54.889830 46.291380 51.694520 51.694520
## 27 99.535147 97.781015 97.78101 99.474540 100.000000 99.982063 19.297757
## 37 19.297757 19.297757 22.06744 6.932845 28.213052 28.213052 45.346410
## 38 48.469347 100.000000 11.13949 48.469347 46.291380 45.346410 55.008600
## 40 7.873342 21.028092 26.77425 28.213052 6.932845 7.873342 71.335555
## 49 19.297757 21.028092 21.02809 19.297757 19.297757 28.213052 19.297757
## 53 71.335555 99.474540 99.53515 99.947095 79.354213 97.781015 51.694520
## 57 22.067440 11.139485 45.34641 45.346410 38.987115 38.987115 19.297757
## 75 11.139485 11.139485 22.06744 28.213052 21.028092 28.213052 6.932845
## 76 97.810510 99.982063 94.86721 94.867207 89.251077 99.982063 51.937398
## 80 38.987115 26.774252 48.46935 51.694520 38.987115 51.251137 54.889830
## 88 82.591372 83.167305 83.16730 79.354213 83.167305 76.433487 88.474128
## 89 74.644730 97.042817 75.28004 88.474128 83.133540 83.167305 94.185688
## 91 74.644730 97.042817 89.25108 83.167305 83.133540 83.167305 74.966673
## 94 99.535147 99.535147 97.78101 97.781015 100.000000 97.781015 51.937398
## 97 92.540180 81.845195 100.00000 82.591372 82.591372 55.008600 55.008600
## 99 79.354213 63.052548 75.28004 93.289123 74.644730 79.354213 41.339865
## 101 28.213052 6.932845 19.29776 19.297757 25.038652 21.028092 22.067440
## 102 7.873342 28.213052 19.29776 7.873342 19.297757 28.213052 25.038652
## 15 16 17 18 19 20
## 3 83.133540 55.00860 92.35982 82.591372 83.133540 83.167305
## 5 95.711932 97.81051 99.87894 97.664362 96.700000 99.350905
## 10 54.889830 51.69452 51.69452 51.694520 51.937398 51.694520
## 12 45.346410 28.21305 38.98712 51.937398 22.067440 45.346410
## 15 6.932845 11.13949 21.02809 21.028092 28.213052 19.297757
## 17 6.932845 21.02809 19.29776 19.297757 28.213052 19.297757
## 20 54.889830 54.88983 46.29138 51.694520 46.291380 62.537050
## 27 97.781015 97.78101 99.55991 99.474540 99.559905 7.873342
## 37 22.067440 22.06744 28.21305 11.139485 19.297757 25.038652
## 38 46.291380 22.06744 53.68106 48.469347 26.774252 76.433487
## 40 19.297757 57.66333 21.02809 21.028092 8.508572 21.028092
## 49 22.067440 19.29776 19.29776 28.213052 21.028092 11.139485
## 53 85.334170 83.16730 96.39312 96.393118 97.781015 51.694520
## 57 28.213052 45.34641 22.06744 22.067440 28.213052 11.139485
## 75 28.213052 22.06744 19.29776 11.139485 6.932845 8.508572
## 76 99.350905 87.73793 81.84520 99.535147 95.172765 51.694520
## 80 54.889830 55.40639 26.77425 54.889830 66.609538 54.889830
## 88 88.474128 76.43349 82.59137 74.644730 79.354213 74.718625
## 89 75.280042 77.91073 88.47413 74.644730 55.008600 83.133540
## 91 88.474128 100.00000 83.13354 55.008600 99.947095 45.748000
## 94 92.465317 99.87894 85.33417 99.982063 99.559905 28.213052
## 97 79.156070 92.35982 81.84520 97.042817 81.845195 89.251077
## 99 41.339865 66.60954 79.35421 79.354213 41.339865 66.140613
## 101 25.038652 19.29776 28.21305 6.932845 22.067440 25.038652
## 102 6.932845 11.13949 28.21305 11.139485 11.139485 11.139485
imputed_data$imp$e_exp_watersanithyg100k # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8 9 10 11 12
## 31 0.55 2.46 0.28 0.20 0.33 0.39 8.20 0.82 1.47 4.36 0.82 4.36
## 35 12.32 1.47 4.36 0.33 0.17 19.31 79.72 13.65 0.77 0.82 0.33 0.50
## 38 0.45 0.45 4.18 0.17 16.13 0.16 3.72 8.42 3.72 53.38 9.19 14.63
## 42 8.34 3.72 0.17 0.45 16.13 9.31 0.39 8.42 19.31 0.14 9.19 9.19
## 44 0.00 1.47 1.47 0.03 0.77 1.96 0.55 1.27 0.16 0.22 24.60 4.96
## 45 0.12 0.39 0.16 0.20 0.33 0.82 0.59 0.03 0.20 8.20 2.46 0.16
## 50 43.10 8.34 13.36 12.32 12.32 0.50 4.36 0.16 1.47 0.22 0.82 0.03
## 53 8.20 1.09 0.06 154.04 3.72 37.64 0.22 0.33 0.81 8.20 16.13 0.22
## 54 0.03 196.02 61.74 282.40 196.02 196.02 67.80 0.59 0.22 71.88 18.20 8.20
## 62 1.27 4.36 0.55 0.22 1.09 4.36 4.36 0.59 0.22 0.59 0.82 0.59
## 67 0.84 4.36 9.17 0.84 43.10 43.10 0.03 0.50 3.72 4.96 0.84 0.28
## 70 7.15 12.32 0.45 3.72 0.12 0.12 0.16 0.45 0.16 13.24 0.16 9.19
## 71 43.10 0.55 2.46 0.92 8.42 13.65 0.82 1.96 0.70 4.36 4.96 5.90
## 73 4.36 1.27 0.14 3.94 8.34 0.00 0.39 0.16 0.06 1.27 0.03 0.33
## 76 16.13 37.64 13.65 0.28 2.46 18.20 0.50 4.56 31.65 4.18 0.17 9.31
## 77 4.19 0.12 9.19 0.45 9.31 16.13 4.18 8.42 19.31 0.17 1.96 4.19
## 79 0.12 1.09 0.67 4.36 4.96 0.82 0.20 4.96 8.20 0.22 13.36 12.32
## 81 0.39 0.84 0.84 2.46 9.19 4.96 0.92 0.33 1.47 0.12 0.67 4.96
## 95 1.27 0.82 13.36 1.47 12.32 0.12 0.22 0.12 1.47 4.36 0.20 0.70
## 13 14 15 16 17 18 19 20
## 31 0.12 2.46 4.96 8.20 1.47 0.55 0.92 1.47
## 35 24.60 0.92 24.60 4.96 3.94 0.39 43.10 0.82
## 38 31.65 0.77 1.26 40.81 0.39 4.18 7.15 0.77
## 42 0.28 0.77 0.45 0.77 7.15 24.60 0.17 8.34
## 44 0.67 0.12 1.27 4.96 43.10 0.12 0.03 0.55
## 45 0.12 0.06 0.67 0.55 1.96 4.36 0.00 0.92
## 50 1.09 0.03 1.09 1.47 0.59 2.46 0.00 0.39
## 53 0.59 0.92 1.47 4.18 0.16 7.15 24.60 1.47
## 54 71.88 1.96 97.87 111.05 61.74 154.04 86.08 282.40
## 62 0.33 0.82 0.20 0.59 13.36 0.12 8.20 13.36
## 67 12.32 3.72 12.32 0.77 0.17 13.65 0.03 0.45
## 70 0.12 0.17 9.17 0.16 3.94 9.31 24.60 0.03
## 71 1.26 13.65 13.24 0.39 13.65 13.36 0.70 0.55
## 73 0.33 0.50 24.60 0.03 43.10 1.47 0.03 1.26
## 76 0.67 32.99 0.28 9.31 25.96 0.45 0.12 3.94
## 77 0.81 4.18 0.12 0.12 18.20 0.50 19.31 3.72
## 79 4.96 0.12 8.34 13.36 0.55 0.82 0.06 0.16
## 81 0.16 13.65 0.33 0.55 0.59 1.09 2.46 1.27
## 95 0.20 0.12 0.20 0.84 0.22 0.12 0.20 0.55
imputed_data$imp$e_ses_gini # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8
## 1 27.71000 27.71000 26.0400 32.50000 27.71000 26.36000 32.50000 27.71000
## 16 34.75000 33.40000 38.3400 39.90000 40.10000 39.16667 36.22000 33.40000
## 38 53.94444 43.20000 53.3000 60.50000 53.30000 60.50000 53.66250 43.20000
## 50 36.22000 40.10000 36.9000 41.42000 36.65556 41.58571 38.34000 40.10000
## 53 53.30000 53.30000 53.6625 53.66250 53.66250 53.30000 53.94444 48.83000
## 62 33.40000 36.22000 33.4000 38.34000 33.40000 41.42000 34.79000 36.22000
## 72 40.10000 45.50000 36.2200 34.79000 41.10000 38.16667 38.34286 38.34286
## 76 42.70000 44.70000 44.7000 46.66667 50.86667 44.70000 42.70000 44.70000
## 78 42.60000 50.86667 47.2000 47.20000 46.30000 51.45000 47.20000 50.86667
## 84 53.94444 48.96000 48.9600 43.20000 53.94444 53.94444 43.20000 43.20000
## 89 46.68000 46.68000 43.2000 46.30000 43.20000 48.96000 51.45000 47.20000
## 91 35.46667 41.10000 42.7000 38.16667 43.48000 34.79000 42.70000 46.40000
## 98 39.90000 38.34000 35.9500 39.90000 38.34000 39.16667 36.65556 39.16667
## 9 10 11 12 13 14 15 16
## 1 27.71000 24.92000 26.72000 27.56000 26.04000 30.52000 26.36000 26.36000
## 16 35.46667 39.16667 33.40000 36.22000 36.65556 36.90000 36.65556 34.75000
## 38 53.66250 49.60000 60.50000 48.83000 48.83000 60.50000 48.83000 53.30000
## 50 36.22000 34.21000 41.58571 39.16667 34.75000 41.10000 39.90000 41.42000
## 53 60.50000 48.83000 60.50000 53.66250 60.50000 48.83000 53.66250 63.55000
## 62 35.46667 36.90000 40.10000 36.22000 34.75000 39.90000 38.34000 40.10000
## 72 46.40000 34.75000 43.87500 41.42000 46.40000 36.22000 35.46667 39.05000
## 76 47.20000 46.40000 48.10000 42.60000 47.20000 48.10000 44.00000 37.55000
## 78 50.86667 40.85000 46.30000 44.70000 47.20000 42.60000 50.86667 46.68000
## 84 49.60000 49.60000 48.96000 49.60000 48.96000 48.96000 43.20000 43.20000
## 89 43.20000 48.10000 48.10000 46.68000 43.20000 44.70000 49.60000 53.94444
## 91 46.40000 36.22000 43.48000 45.50000 45.50000 46.40000 38.16667 35.46667
## 98 34.75000 39.16667 41.42000 39.90000 38.34000 34.83333 36.65556 36.22000
## 17 18 19 20
## 1 26.04000 27.71000 27.71000 26.04000
## 16 36.65556 36.22000 36.22000 38.34000
## 38 53.30000 53.30000 63.55000 53.94444
## 50 36.65556 36.90000 38.34000 32.65000
## 53 48.83000 43.20000 53.30000 48.83000
## 62 40.10000 41.10000 33.40000 36.22000
## 72 46.40000 47.00000 40.10000 38.34000
## 76 37.55000 42.60000 42.70000 46.30000
## 78 48.10000 37.55000 50.86667 44.00000
## 84 48.96000 51.45000 43.20000 43.20000
## 89 46.30000 46.30000 51.45000 51.45000
## 91 42.70000 46.66667 38.34000 50.86667
## 98 38.34000 34.75000 39.16667 36.65556
imputed_data$imp$e_ses_school # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7
## 5 0.9553290 0.9553290 0.9893930 0.9906540 1.0092300 1.0007260 1.0179170
## 7 0.9936571 0.8498600 0.8138000 1.0071833 0.9738687 0.9528811 1.0053700
## 11 1.0091170 1.0660080 0.9922140 0.9930080 0.7387650 0.9855560 0.8145300
## 37 0.9805350 0.8138000 0.9528811 0.9514420 1.0186770 0.8145300 0.8498600
## 52 0.9948463 0.9797643 1.0390530 1.0074500 0.9805350 1.0071833 0.9948463
## 78 1.0271840 1.0247570 1.0715600 1.0370460 1.0370460 1.0296750 1.0092300
## 89 1.0253390 1.0715600 0.9909500 1.0091170 1.0715600 1.0181511 0.9974300
## 94 1.0036520 1.0092300 1.0091329 0.9855912 1.0051960 0.9930080 0.9936571
## 100 1.0091329 0.9903970 0.9992130 1.0311520 0.9974300 0.9805350 0.9992130
## 102 0.9738687 0.7387650 0.9528811 1.0071833 1.0186770 1.0053700 1.0053700
## 8 9 10 11 12 13 14
## 5 0.9553290 1.001733 1.0074500 1.025339 1.0021730 1.0108870 1.0296750
## 7 0.8145300 0.967639 0.8785296 0.983481 0.9896530 0.8498600 1.0660080
## 11 0.9907933 0.990397 1.0009422 1.000942 0.9984040 1.0053700 0.9797643
## 37 0.9738687 0.980535 0.9685750 1.005370 1.0660080 0.8498600 0.9528811
## 52 1.0293290 1.024752 0.9846320 0.968932 0.9017325 1.0053700 1.0051960
## 78 1.0293290 1.003652 0.9797643 1.009117 0.9960770 1.0370460 0.9385610
## 89 1.0370460 1.071560 1.0296750 1.018151 1.0092300 1.0108870 0.9385610
## 94 0.9846320 0.967639 1.0017333 0.990654 1.0091170 1.0146180 0.9385610
## 100 1.0293290 1.010887 1.0091329 1.024752 1.0452483 0.9805350 0.9971145
## 102 0.8138000 1.066008 0.9834810 0.968575 0.9834810 0.9528811 0.9834810
## 15 16 17 18 19 20
## 5 0.9960770 1.0044550 1.0169040 0.9017325 1.011802 0.9948463
## 7 0.8145300 0.9738687 0.8138000 0.9691420 0.738765 0.9738687
## 11 0.8138000 0.8145300 0.9676390 0.9797643 0.998404 0.9805350
## 37 0.7387650 0.9528811 0.8145300 0.9936571 0.738765 1.0053700
## 52 0.9855912 0.9971145 1.0045860 1.0021730 1.018151 1.0091329
## 78 0.9893930 1.0036520 1.0247570 1.0044550 1.038113 1.0051960
## 89 1.0036520 1.0296750 0.9893930 1.0390530 1.024757 1.0381133
## 94 0.9992130 1.0181511 0.9909500 0.9017325 1.004455 0.9707290
## 100 1.0179170 1.0293290 1.0226550 0.9907933 1.005196 0.9017325
## 102 0.7387650 0.9060400 0.9528811 0.9896530 0.897447 0.9834810
imputed_data$imp$e_exp_disaster # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6
## 18 0.26500000 0.0440000 0.06333333 0.07666667 0.26500000 15.89000000
## 33 0.04000000 1.6816667 0.47400000 0.79666667 0.00000000 0.20000000
## 35 0.06833333 0.4740000 1.02833333 0.43000000 0.43000000 0.20000000
## 37 0.00000000 0.1200000 1.12000000 8.17166667 1.12000000 0.00000000
## 38 0.29000000 0.8516667 0.18833333 0.58166667 12.72166667 0.02166667
## 44 0.95800000 0.0000000 1.75333333 0.79666667 5.04666667 0.76333333
## 53 0.29000000 0.0000000 0.78333333 0.34000000 0.55166667 0.43000000
## 59 0.78333333 1.7533333 0.37166667 1.29333333 0.22666667 1.29333333
## 64 0.00000000 0.4683333 0.00000000 0.23500000 0.07666667 0.46833333
## 84 0.29000000 13.4875000 1.15800000 13.80833333 0.16800000 0.08250000
## 7 8 9 10 11 12
## 18 1.19000000 0.18833333 0.01500000 0.9466667 0.20000000 2.12666667
## 33 1.19000000 0.78333333 6.87833333 0.2000000 0.22166667 2.12666667
## 35 13.48750000 0.18833333 0.09333333 15.8900000 0.53500000 1.29333333
## 37 1.29333333 0.08250000 1.12000000 1.2933333 0.53500000 0.08250000
## 38 2.12666667 1.29333333 0.01500000 0.9580000 0.53500000 0.06333333
## 44 4.36000000 6.87833333 0.79666667 0.0000000 0.11833333 0.15000000
## 53 0.06333333 13.80833333 1.29333333 0.0400000 0.53500000 0.34000000
## 59 0.95800000 0.29000000 0.04000000 0.0000000 2.12666667 0.06333333
## 64 0.25000000 1.29333333 13.48750000 5.5500000 13.48750000 0.15000000
## 84 0.00000000 0.09333333 0.11000000 13.4875000 0.06333333 0.53500000
## 13 14 15 16 17 18 19
## 18 4.360000 0.2900000 0.09333333 0.20000000 0.07666667 0.37600000 0.48500000
## 33 0.250000 0.2900000 0.11000000 0.04400000 0.60000000 0.31000000 0.47400000
## 35 0.535000 0.0825000 0.27000000 0.71000000 0.09333333 3.05666667 0.55166667
## 37 8.171667 6.8783333 0.37166667 0.02166667 1.29333333 0.18833333 0.03833333
## 38 0.958000 0.1183333 0.04400000 0.58166667 0.48500000 0.20000000 0.77000000
## 44 0.040000 13.8083333 0.21750000 0.60000000 0.07666667 0.11833333 0.71000000
## 53 13.808333 1.2933333 0.01000000 0.08250000 0.26000000 0.85166667 8.17166667
## 59 0.958000 6.8783333 2.12666667 0.18833333 1.68166667 0.03833333 1.15800000
## 64 0.958000 0.2175000 5.55000000 2.20833333 0.22166667 0.11000000 0.77000000
## 84 6.878333 0.2900000 0.47400000 0.29000000 5.55000000 0.08250000 0.08666667
## 20
## 18 0.07166667
## 33 0.06833333
## 35 0.08666667
## 37 0.58166667
## 38 15.89000000
## 44 0.11833333
## 53 0.09333333
## 59 0.95800000
## 64 0.01500000
## 84 13.80833333
imputed_data$imp$e_exp_airdeath100k # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7
## 14 9.62950 10.27887 23.40275 43.85112 84.1800 13.39100 43.85112
## 38 116.36838 94.73925 104.61862 43.85112 100.7660 58.22563 46.49725
## 52 94.48500 104.61862 46.49725 109.09713 152.5989 100.76600 100.76600
## 53 9.62950 26.23112 16.52538 118.13712 84.1800 23.75875 54.15637
## 67 84.97237 102.46025 104.61862 86.45525 104.6186 118.13712 36.91200
## 8 9 10 11 12 13 14
## 14 12.69225 80.53812 88.57088 39.35325 99.07875 84.18000 35.00312
## 38 195.23163 75.26812 215.95050 94.73925 51.56638 94.73925 18.32812
## 52 109.09713 46.49725 89.79700 152.59888 109.09713 94.32088 139.89600
## 53 23.40275 9.62950 49.43525 16.78175 124.21637 10.54688 170.86462
## 67 88.57088 36.91200 58.22563 49.20275 102.46025 18.32812 116.36838
## 15 16 17 18 19 20
## 14 49.75125 40.36462 19.86187 20.98988 18.32812 9.963125
## 38 170.86462 162.64388 51.56638 46.30913 158.29237 45.020375
## 52 158.29237 100.76600 109.09713 137.42675 46.49725 100.766000
## 53 45.02038 16.35050 75.26812 26.23112 75.26812 156.513875
## 67 84.97237 23.40275 54.15637 49.75125 28.22000 31.285375
imputed_data$imp$e_exp_watersanithyg # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
## 38 5 3 368 592 1517 208 67 25579 4 29 5 2 193 41 3448 59
## 67 163 10132 112 125 972 4393 2761 27 208 1882 71611 585 620 1882 4172 8950
## 17 18 19 20
## 38 1578 77 1578 59
## 67 117 4393 1517 302
imputed_data$imp$e_ses_water # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8
## 38 20.229627 8.507292 40.5390 2.742248 74.31657 72.33463 14.61822 304.8348
## 50 1.159268 1.036416 238.4024 88.695000 15.83190 304.83476 28.93076 1790.0303
## 9 10 11 12 13 14 15
## 38 6952.950000 28.70783 23.64651 19.4790 32.83405 24.89564 1.036416
## 50 1.908775 420.44643 25.28318 143.5933 15.83190 14.61822 6952.950000
## 16 17 18 19 20
## 38 1.261153 29.54583 2.241365 28.930761 420.44643
## 50 88.695000 304.83476 4.642441 1.036416 31.61497
imputed_data$imp$e_oth_drinkingwater # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8
## 38 96.43869 90.19121 88.85758 95.28318 88.85758 91.74927 87.85474 88.85758
## 9 10 11 12 13 14 15 16
## 38 98.11257 50.17371 91.74927 82.7047 89.90936 87.85474 90.19121 82.7047
## 17 18 19 20
## 38 89.33547 88.60774 89.46502 89.11546
imputed_data$imp$e_ses_unemployment # Zeigt die imputierten Werte für diese Variable
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)
imputed_data$imp$e_original_gini
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)
# visualisierung
stripplot(imputed_data, pch = 20, cex = 1.2) # Verteilung der imputierten Werte
densityplot(imputed_data) # Dichte der imputierten Werte
# Imputierte Daten extrahieren
completed_data <- complete(imputed_data, action = 1)
library(dplyr)
# Berechnung der Mittelwerte vor der Imputation, ausschließend 'COUNTRY', 'country', 'avg_risktaking'
mean_values_pre_imputation <- hardship_environment %>%
select(-COUNTRY, -country, -avg_risktaking) %>% # Ausschluss dieser Spalten
sapply(mean, na.rm = TRUE)
# Ausgabe der Mittelwerte
print(mean_values_pre_imputation)
## e_original_gini e_oth_safewater e_oth_drinkingwater
## 1.689033e-02 7.222883e+01 8.855085e+01
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 3.334000e+01 8.541396e+03 3.182909e+00
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 8.494398e+01 3.767977e+01 7.681381e+00
## e_ses_school e_ses_water
## 9.826350e-01 1.394360e+02
# Berechnung der Mittelwerte nach der Imputation
mean_values_post_imputation <- completed_data %>%
sapply(mean, na.rm = TRUE)
# Ausgabe der Mittelwerte
print(mean_values_post_imputation)
## e_original_gini e_oth_safewater e_oth_drinkingwater
## 1.689033e-02 6.865295e+01 8.862743e+01
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 2.866495e+01 8.377175e+03 2.902866e+00
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 8.387956e+01 3.817374e+01 7.681381e+00
## e_ses_school e_ses_water
## 9.840555e-01 1.369362e+02
# Vergleich der Mittelwerte vor und nach der Imputation
comparison_data <- data.frame(
Variable = names(mean_values_pre_imputation),
PreImputation = mean_values_pre_imputation,
PostImputation = mean_values_post_imputation
)
# Plotten der Mittelwerte vor und nach der Imputation
library(ggplot2)
ggplot(comparison_data, aes(x = Variable)) +
geom_bar(aes(y = PreImputation), stat = "identity", fill = "blue", alpha = 0.7) +
geom_bar(aes(y = PostImputation), stat = "identity", fill = "red", alpha = 0.5) +
theme_minimal() +
labs(title = "Vergleich der Mittelwerte vor und nach der Imputation",
y = "Mittelwert",
fill = "Legende") +
scale_fill_manual(values = c("Pre-Imputation" = "blue", "Post-Imputation" = "red")) +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) # Verbessert die Lesbarkeit der x-Achsenbeschriftungen
# Identifizieren der gemeinsamen Variablennamen
common_names <- intersect(names(mean_values_pre_imputation), names(mean_values_post_imputation))
# Erstellung des Dataframes nur mit den gemeinsamen Variablen
comparison_data <- data.frame(
Variable = common_names,
PreImputation = mean_values_pre_imputation[common_names],
PostImputation = mean_values_post_imputation[common_names]
)
# Überprüfen der Ergebnisse
print(comparison_data)
## Variable PreImputation PostImputation
## e_original_gini e_original_gini 1.689033e-02 1.689033e-02
## e_oth_safewater e_oth_safewater 7.222883e+01 6.865295e+01
## e_oth_drinkingwater e_oth_drinkingwater 8.855085e+01 8.862743e+01
## e_exp_watersanithyg100k e_exp_watersanithyg100k 3.334000e+01 2.866495e+01
## e_exp_watersanithyg e_exp_watersanithyg 8.541396e+03 8.377175e+03
## e_exp_disaster e_exp_disaster 3.182909e+00 2.902866e+00
## e_exp_airdeath100k e_exp_airdeath100k 8.494398e+01 8.387956e+01
## e_ses_gini e_ses_gini 3.767977e+01 3.817374e+01
## e_ses_unemployment e_ses_unemployment 7.681381e+00 7.681381e+00
## e_ses_school e_ses_school 9.826350e-01 9.840555e-01
## e_ses_water e_ses_water 1.394360e+02 1.369362e+02
# Gruppierung entfernen
hardship_environment <- hardship_environment %>%
ungroup()
# Füge die imputierten Variablen zurück in den Datensatz ein
hardship_environment <- hardship_environment %>%
mutate(
e_oth_safewater = completed_data$e_oth_safewater,
e_exp_watersanithyg100k = completed_data$e_exp_watersanithyg100k,
e_ses_gini = completed_data$e_ses_gini,
e_ses_school = completed_data$e_ses_school,
e_exp_disaster = completed_data$e_exp_disaster,
e_exp_airdeath100k = completed_data$e_exp_airdeath100k,
e_exp_watersanithyg = completed_data$e_exp_watersanithyg,
e_ses_water = completed_data$e_ses_water
)
# Struktur überprüfen
str(hardship_environment)
## 'data.frame': 103 obs. of 14 variables:
## $ COUNTRY : chr "AFG" "DZA" "ARG" "ARM" ...
## $ country : chr "Afghanistan" "Algeria" "Argentina" "Armenia" ...
## $ avg_risktaking : num 51.7 53 48.6 49 49.1 ...
## $ e_original_gini : num -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num 19.3 75 92.4 83.1 99.9 ...
## $ e_oth_drinkingwater : num 49.7 92.2 97.7 97.9 99.9 ...
## $ e_exp_watersanithyg100k: num 282.4 24.6 0.84 4.56 0.12 ...
## $ e_exp_watersanithyg : num 4121 610 279 5 52 ...
## $ e_exp_disaster : num 0.34 0.118 2.208 12.722 0.12 ...
## $ e_exp_airdeath100k : num 288.64 51.57 32.72 84.18 9.63 ...
## $ e_ses_gini : num 27.7 27.6 44 30.5 34.8 ...
## $ e_ses_unemployment : num 7.85 11.37 8.3 15.78 5.13 ...
## $ e_ses_school : num 0.615 0.994 1.039 1.009 0.955 ...
## $ e_ses_water : num 43.02 66.04 12.43 39.75 3.29 ...
sum(is.na(hardship_environment$e_oth_safewater)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_watersanithyg100k)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_gini)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_school)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_disaster)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_airdeath100k)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_watersanithyg)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_water)) # Soll 0 ergeben
## [1] 0
# Plot histograms for each numeric variable
hardship_environment %>%
select_if(is.numeric) %>%
gather() %>%
ggplot(aes(value)) +
facet_wrap(~key, scales = "free") +
geom_histogram(bins = 30) +
theme_minimal()
# 1. Logarithmische Transformation nur für relevante Variablen
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg = log(e_exp_watersanithyg + 1), # Nur für große Wertebereiche
e_ses_water = log(e_ses_water + 1)
)
# 2. Winsorisierung nur auf Variablen mit potenziellen Ausreißern
winsorize <- function(x, lower_quantile = 0.01, upper_quantile = 0.99) {
lower <- quantile(x, lower_quantile, na.rm = TRUE)
upper <- quantile(x, upper_quantile, na.rm = TRUE)
pmin(pmax(x, lower), upper)
}
hardship_environment <- hardship_environment %>%
mutate(
e_exp_disaster = winsorize(e_exp_disaster),
e_exp_airdeath100k = winsorize(e_exp_airdeath100k),
e_ses_unemployment = winsorize(e_ses_unemployment)
)
# 3. Keine Anpassung für andere Variablen (z. B. e_oth_safewater)
# Überprüfen der Struktur nach Transformationen
# view(hardship_environment)
# Anpassung der Daten vor dem Logarithmieren, Ersetzen von Null oder negativen Werten durch einen kleinen positiven Wert
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg100k = ifelse(e_exp_watersanithyg100k <= 0, 0.1, e_exp_watersanithyg100k),
e_exp_disaster = ifelse(e_exp_disaster <= 0, 0.1, e_exp_disaster)
)
# Anwendung der Logarithmus-Transformation mit log1p
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg100k = log1p(e_exp_watersanithyg100k),
e_exp_disaster = log1p(e_exp_disaster)
)
# Überprüfung der Daten nach der Logarithmus-Transformation
summary(hardship_environment$e_exp_watersanithyg100k)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.02956 0.52173 2.09802 2.11392 3.50596 5.64686
summary(hardship_environment$e_exp_disaster)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.004987 0.095310 0.254642 0.533742 0.601010 2.824254
library(dplyr)
# Log-transform the variables using dplyr
hardship_environment <- hardship_environment %>%
mutate(
e_oth_safewater = log(e_oth_safewater),
e_ses_gini = log(e_ses_gini),
e_ses_school = log(e_ses_school),
e_exp_airdeath100k = log(e_exp_airdeath100k),
e_oth_drinkingwater = log(e_oth_drinkingwater),
e_ses_unemployment = log(e_ses_unemployment)
)
head(hardship_environment)
## COUNTRY country avg_risktaking e_original_gini e_oth_safewater
## 1 AFG Afghanistan 51.72412 -0.9956570 2.959989
## 2 DZA Algeria 53.03729 -1.2221060 4.317044
## 3 ARG Argentina 48.60275 0.6272279 4.525692
## 4 ARM Armenia 48.98472 -1.5240381 4.420448
## 5 AUS Australia 49.05534 -0.3792123 4.604641
## 6 AUT Austria 48.54463 -0.8950129 4.588841
## e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg
## 1 3.905099 5.6468593 8.324094
## 2 4.523865 3.2425924 6.415097
## 3 4.581885 0.6097656 5.634790
## 4 4.583487 1.7155981 1.791759
## 5 4.603687 0.1133287 3.970292
## 6 4.605170 0.1484200 3.332205
## e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_unemployment e_ses_school
## 1 0.29266961 5.440266 3.321793 2.060335 -0.485871244
## 2 0.11183948 3.942870 3.317816 2.431304 -0.006363081
## 3 1.16575159 3.488036 3.784190 2.116436 0.038309720
## 4 2.61897609 4.432957 3.418382 2.758655 0.009091410
## 5 0.11332869 2.264831 3.550575 1.634560 -0.045699494
## 6 0.06921507 3.044040 3.413455 1.628260 -0.031344121
## e_ses_water
## 1 3.784551
## 2 4.205328
## 3 2.597379
## 4 3.707544
## 5 1.455820
## 6 1.988478
str(hardship_environment)
## 'data.frame': 103 obs. of 14 variables:
## $ COUNTRY : chr "AFG" "DZA" "ARG" "ARM" ...
## $ country : chr "Afghanistan" "Algeria" "Argentina" "Armenia" ...
## $ avg_risktaking : num 51.7 53 48.6 49 49.1 ...
## $ e_original_gini : num -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num 2.96 4.32 4.53 4.42 4.6 ...
## $ e_oth_drinkingwater : num 3.91 4.52 4.58 4.58 4.6 ...
## $ e_exp_watersanithyg100k: num 5.647 3.243 0.61 1.716 0.113 ...
## $ e_exp_watersanithyg : num 8.32 6.42 5.63 1.79 3.97 ...
## $ e_exp_disaster : num 0.293 0.112 1.166 2.619 0.113 ...
## $ e_exp_airdeath100k : num 5.44 3.94 3.49 4.43 2.26 ...
## $ e_ses_gini : num 3.32 3.32 3.78 3.42 3.55 ...
## $ e_ses_unemployment : num 2.06 2.43 2.12 2.76 1.63 ...
## $ e_ses_school : num -0.48587 -0.00636 0.03831 0.00909 -0.0457 ...
## $ e_ses_water : num 3.78 4.21 2.6 3.71 1.46 ...
# Plot histograms for each numeric variable
hardship_environment %>%
select_if(is.numeric) %>%
gather() %>%
ggplot(aes(value)) +
facet_wrap(~key, scales = "free") +
geom_histogram(bins = 30) +
theme_minimal()
# Now apply the scale function after confirming all variables are numeric
hardship_environment <- hardship_environment %>%
mutate(
e_oth_drinkingwater = scale(-e_oth_drinkingwater), # reverse coding
e_oth_safewater = scale(-e_oth_safewater), # reverse coding
e_exp_watersanithyg100k = scale(e_exp_watersanithyg100k),
e_ses_gini = scale(e_ses_gini),
e_ses_school = scale(-e_ses_school),
e_exp_disaster = scale(e_exp_disaster),
e_exp_airdeath100k = scale(e_exp_airdeath100k),
e_exp_watersanithyg = scale(e_exp_watersanithyg),
e_ses_unemployment = scale(e_ses_unemployment),
e_ses_water = scale(e_ses_water)
) %>%
rowwise() %>%
mutate(
hardship_HS = mean(c(e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water), na.rm = TRUE)
) %>%
ungroup()
#view(hardship_environment)
head(hardship_environment)
## # A tibble: 6 × 15
## COUNTRY country avg_risktaking e_original_gini e_oth_safewater[,1]
## <chr> <chr> <dbl> <dbl> <dbl>
## 1 AFG Afghanistan 51.7 -0.996 1.63
## 2 DZA Algeria 53.0 -1.22 -0.372
## 3 ARG Argentina 48.6 0.627 -0.681
## 4 ARM Armenia 49.0 -1.52 -0.525
## 5 AUS Australia 49.1 -0.379 -0.798
## 6 AUT Austria 48.5 -0.895 -0.774
## # ℹ 10 more variables: e_oth_drinkingwater <dbl[,1]>,
## # e_exp_watersanithyg100k <dbl[,1]>, e_exp_watersanithyg <dbl[,1]>,
## # e_exp_disaster <dbl[,1]>, e_exp_airdeath100k <dbl[,1]>,
## # e_ses_gini <dbl[,1]>, e_ses_unemployment <dbl[,1]>, e_ses_school <dbl[,1]>,
## # e_ses_water <dbl[,1]>, hardship_HS <dbl>
str(hardship_environment)
## tibble [103 × 15] (S3: tbl_df/tbl/data.frame)
## $ COUNTRY : chr [1:103] "AFG" "DZA" "ARG" "ARM" ...
## $ country : chr [1:103] "Afghanistan" "Algeria" "Argentina" "Armenia" ...
## $ avg_risktaking : num [1:103] 51.7 53 48.6 49 49.1 ...
## $ e_original_gini : num [1:103] -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num [1:103, 1] 1.634 -0.372 -0.681 -0.525 -0.798 ...
## ..- attr(*, "scaled:center")= num -4.07
## ..- attr(*, "scaled:scale")= num 0.676
## $ e_oth_drinkingwater : num [1:103, 1] 2.473 -0.274 -0.532 -0.539 -0.629 ...
## ..- attr(*, "scaled:center")= num -4.46
## ..- attr(*, "scaled:scale")= num 0.225
## $ e_exp_watersanithyg100k: num [1:103, 1] 2.132 0.681 -0.908 -0.24 -1.207 ...
## ..- attr(*, "scaled:center")= num 2.11
## ..- attr(*, "scaled:scale")= num 1.66
## $ e_exp_watersanithyg : num [1:103, 1] 1.0287 0.3304 0.0449 -1.3609 -0.564 ...
## ..- attr(*, "scaled:center")= num 5.51
## ..- attr(*, "scaled:scale")= num 2.73
## $ e_exp_disaster : num [1:103, 1] -0.35 -0.613 0.918 3.028 -0.611 ...
## ..- attr(*, "scaled:center")= num 0.534
## ..- attr(*, "scaled:scale")= num 0.689
## $ e_exp_airdeath100k : num [1:103, 1] 1.4536 -0.0878 -0.5559 0.4167 -1.815 ...
## ..- attr(*, "scaled:center")= num 4.03
## ..- attr(*, "scaled:scale")= num 0.971
## $ e_ses_gini : num [1:103, 1] -1.437 -1.456 0.788 -0.972 -0.336 ...
## ..- attr(*, "scaled:center")= num 3.62
## ..- attr(*, "scaled:scale")= num 0.208
## $ e_ses_unemployment : num [1:103, 1] 0.344 0.867 0.424 1.328 -0.255 ...
## ..- attr(*, "scaled:center")= num 1.82
## ..- attr(*, "scaled:scale")= num 0.71
## $ e_ses_school : num [1:103, 1] 6.162 -0.163 -0.752 -0.367 0.356 ...
## ..- attr(*, "scaled:center")= num 0.0187
## ..- attr(*, "scaled:scale")= num 0.0758
## $ e_ses_water : num [1:103, 1] 0.576 0.829 -0.136 0.53 -0.821 ...
## ..- attr(*, "scaled:center")= num 2.82
## ..- attr(*, "scaled:scale")= num 1.67
## $ hardship_HS : num [1:103] 1.4016 -0.0259 -0.139 0.1299 -0.6679 ...
# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
library(reshape2)
# Berechnung der Korrelationsmatrix
cor_matrix <- cor(hardship_environment %>% select_if(is.numeric), use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)
# Erstellen der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
# Optional: Speichern der Heatmap als PDF
ggsave("correlation_heatmap.pdf", width = 11, height = 9, path = base_path)
# Auswahl relevanter Spalten
selected_vars <- hardship_environment %>%
select(avg_risktaking, starts_with("e_"))
# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)
# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
library(psych)
# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
select(e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water)
# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
## Some items ( e_ses_unemployment e_ses_water ) were negatively correlated with the first principal component and
## probably should be reversed.
## To do this, run the function again with the 'check.keys=TRUE' option
print(alpha_result)
##
## Reliability analysis
## Call: alpha(x = items)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.73 0.73 0.86 0.2 2.7 0.037 0.0016 0.52 0.14
##
## 95% confidence boundaries
## lower alpha upper
## Feldt 0.65 0.73 0.8
## Duhachek 0.66 0.73 0.8
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_original_gini 0.72 0.72 0.82 0.20 2.5 0.038
## e_oth_drinkingwater 0.66 0.66 0.80 0.17 2.0 0.047
## e_oth_safewater 0.66 0.66 0.80 0.16 1.9 0.048
## e_exp_watersanithyg100k 0.65 0.65 0.81 0.16 1.9 0.049
## e_ses_gini 0.73 0.73 0.82 0.21 2.7 0.037
## e_ses_school 0.71 0.71 0.85 0.20 2.5 0.039
## e_exp_disaster 0.75 0.75 0.88 0.23 3.0 0.034
## e_exp_airdeath100k 0.67 0.67 0.83 0.17 2.1 0.046
## e_exp_watersanithyg 0.68 0.68 0.83 0.17 2.1 0.045
## e_ses_unemployment 0.79 0.79 0.89 0.27 3.7 0.030
## e_ses_water 0.77 0.77 0.88 0.25 3.4 0.031
## var.r med.r
## e_original_gini 0.112 0.14
## e_oth_drinkingwater 0.096 0.13
## e_oth_safewater 0.091 0.13
## e_exp_watersanithyg100k 0.098 0.13
## e_ses_gini 0.110 0.14
## e_ses_school 0.117 0.13
## e_exp_disaster 0.125 0.22
## e_exp_airdeath100k 0.109 0.13
## e_exp_watersanithyg 0.110 0.13
## e_ses_unemployment 0.100 0.22
## e_ses_water 0.112 0.22
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## e_original_gini 103 0.501 0.501 0.52 0.353 1.7e-02 1
## e_oth_drinkingwater 102 0.789 0.792 0.84 0.711 -7.6e-15 1
## e_oth_safewater 103 0.821 0.821 0.87 0.751 -6.9e-16 1
## e_exp_watersanithyg100k 103 0.849 0.849 0.87 0.787 -4.0e-16 1
## e_ses_gini 103 0.446 0.445 0.46 0.290 -2.6e-15 1
## e_ses_school 103 0.521 0.521 0.46 0.377 6.5e-17 1
## e_exp_disaster 103 0.281 0.281 0.13 0.111 3.3e-16 1
## e_exp_airdeath100k 103 0.748 0.748 0.73 0.655 3.8e-16 1
## e_exp_watersanithyg 103 0.726 0.727 0.70 0.627 -6.6e-16 1
## e_ses_unemployment 103 -0.049 -0.049 -0.22 -0.218 6.8e-16 1
## e_ses_water 103 0.106 0.106 -0.03 -0.069 2.4e-16 1
library(dplyr)
library(ggplot2)
library(reshape2) # Sollte geladen sein, wenn `melt` verwendet wird
# Auswahl relevanter Spalten, ausschließend e_ses_water und e_ses_unemployment
selected_vars <- hardship_environment %>%
select(avg_risktaking, starts_with("e_"), -e_ses_water, -e_ses_unemployment)
# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot mit `melt` aus dem reshape2-Paket
melted_cor_matrix <- melt(cor_matrix)
# Erstellung der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limits = c(-1, 1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
# Cronbachs Alpha
library(psych)
# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
select(e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg)
# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
print(alpha_result)
##
## Reliability analysis
## Call: alpha(x = items)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.83 0.83 0.91 0.35 4.9 0.025 0.0021 0.65 0.29
##
## 95% confidence boundaries
## lower alpha upper
## Feldt 0.78 0.83 0.88
## Duhachek 0.78 0.83 0.88
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_original_gini 0.83 0.83 0.88 0.38 4.9 0.024
## e_oth_drinkingwater 0.79 0.79 0.87 0.32 3.7 0.032
## e_oth_safewater 0.78 0.78 0.86 0.31 3.5 0.033
## e_exp_watersanithyg100k 0.78 0.78 0.88 0.31 3.6 0.033
## e_ses_gini 0.84 0.84 0.88 0.39 5.2 0.023
## e_ses_school 0.83 0.83 0.91 0.38 5.0 0.025
## e_exp_disaster 0.86 0.86 0.93 0.43 6.1 0.022
## e_exp_airdeath100k 0.80 0.80 0.90 0.33 4.0 0.030
## e_exp_watersanithyg 0.80 0.80 0.90 0.33 4.0 0.030
## var.r med.r
## e_original_gini 0.082 0.38
## e_oth_drinkingwater 0.083 0.29
## e_oth_safewater 0.081 0.25
## e_exp_watersanithyg100k 0.085 0.25
## e_ses_gini 0.076 0.38
## e_ses_school 0.087 0.29
## e_exp_disaster 0.080 0.40
## e_exp_airdeath100k 0.094 0.29
## e_exp_watersanithyg 0.097 0.29
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## e_original_gini 103 0.52 0.52 0.52 0.38 1.7e-02 1
## e_oth_drinkingwater 102 0.83 0.84 0.86 0.77 -7.6e-15 1
## e_oth_safewater 103 0.89 0.88 0.91 0.84 -6.9e-16 1
## e_exp_watersanithyg100k 103 0.87 0.87 0.87 0.82 -4.0e-16 1
## e_ses_gini 103 0.47 0.47 0.47 0.32 -2.6e-15 1
## e_ses_school 103 0.51 0.51 0.44 0.37 6.5e-17 1
## e_exp_disaster 103 0.27 0.27 0.12 0.11 3.3e-16 1
## e_exp_airdeath100k 103 0.75 0.75 0.71 0.66 3.8e-16 1
## e_exp_watersanithyg 103 0.75 0.75 0.70 0.66 -6.6e-16 1
hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg)
write.csv(hardship_environment, file = file.path(base_path, "hardship_environment.csv"), row.names = FALSE)